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Oracle's sharp reads adopted: ans_mass collapse is the primary signal not a nuisance; ||J^T w|| pre-norm magnitude is the missing diagnostic (already logged, we discard it by unit-normalizing); no-think zero-shot sweep is the cheapest test of CoT-buffering vs off-target-direction; meandiff tie => Jacobian adds nothing for persona-contrast on a verdict. AGENTS records the result + next steps. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>